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Amazon RDS log analysis: natural language queries with Kiro and MCP

Database Blog



This article demonstrates using Kiro, an AI-powered conversational assistant combined with Model Context Protocol (MCP), to analyze Amazon RDS logs through natural language queries instead of complex CloudWatch Log Insights queries.

  • Kiro CLI interprets natural language prompts and communicates with Amazon Bedrock's Claude model to analyze RDS logs
  • CloudWatch MCP server translates interpreted requests into AWS API calls to retrieve log data from CloudWatch
  • Supports analysis of multiple RDS log types: error logs, slow query logs, audit logs, general logs, and engine-specific logs
  • Enables DBAs to identify performance bottlenecks, security issues, and operational anomalies through conversational commands
  • Requires configuring AWS profiles, installing Kiro CLI 1.9.x+, and setting up CloudWatch MCP server configuration
  • Includes security best practices: deploy on EC2 within VPC, use IAM roles with least privilege, and protect sensitive PII in logs

This approach transforms RDS log analysis from technical query-based processes into natural language conversations, delivering actionable insights without requiring deep knowledge of log formats or manual console navigation.



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